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What the picker changes
  • Top topics digest — the cards score the selected period against the prior 4 weeks.
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What stays as-is
  • Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
  • Co-occurrence graph — recent-activity anchored, not picker-driven.
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Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.
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Week of 13 Jul 2026
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Topic · social

Election Year Political Discourse

21 posts · 2,484 engagement · first seen 4 Sep 2023 · last seen 9 Jul 2026

This piece features a live political panel discussion focusing on the economy, cost of living, and international geopolitical impacts, with contributions from key political figures and commentators across party lines, highlighting the evolving political discourse during election季

Stance breakdown

How the per-edge framings classify across 18 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

61%
17%
22%
Critical 11 Neutral / explainer 3 Mocking 4

Sentiment breakdown

Whole-post emotional valence across 18 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.

11%
11%
78%
Positive 2 Neutral 2 Negative 14

Platform mix

Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.

  • facebook
    2 posts · 815 engagement
    815
  • youtube
    15 posts · 46 engagement
    46
  • twitter
    1 post · 5 engagement
    5

Top posts by engagement

The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.